{"id":"W4242340565","doi":"10.1088/1755-1315/432/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Beijing; Library science; Sustainable development; Political science; Chinese academy of sciences; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001533943,0.001090637,0.0008239477,0.002334028,0.003110154,0.004860191,0.00186733,0.00204185,0.5520273],"category_scores_gemma":[0.009959751,0.0003840701,0.0007183032,0.002108081,0.0008925467,0.004060952,0.002946314,0.003314366,0.3751161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002340093,"about_ca_system_score_gemma":0.003005849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003827457,"about_ca_topic_score_gemma":0.003891759,"domain_scores_codex":[0.9985456,0.0002111042,0.0001224966,0.0003001042,0.0006676523,0.0001530026],"domain_scores_gemma":[0.9956521,0.0006646544,0.0001805458,0.0004602816,0.002392958,0.0006494769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000330119,0.00001871223,0.0001499504,0.0001415866,0.000003092071,0.00007807617,0.0001561952,0.00006661727,0.0001439076,0.00622737,0.9501994,0.04278212],"study_design_scores_gemma":[0.000002889328,0.00001164428,0.0001911714,0.00008990811,0.000001278204,0.00006820541,0.0001165893,0.00002113364,0.00005362881,0.001600451,0.9978389,0.00000427292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001898608,0.01038668,0.006778039,0.03309044,0.1047578,0.0005994821,0.01419508,0.002252034,0.8260418],"genre_scores_gemma":[0.00865035,0.006247833,0.003165158,0.008781162,0.01400176,0.0003871628,0.01343832,0.001067469,0.9442607],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4479727,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126321859434133,"score_gpt":0.1818649363506172,"score_spread":0.1606017177562759,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}